Title :
Optimal anisotropic lead scaling of multichannel ECG to reduce magnitude signal variability
Author :
Noponen, K. ; Seppanen, T.
Author_Institution :
Dept. of Comput. Sci. & Eng., Univ. of Oulu, Oulu, Finland
Abstract :
A method for selecting the best functional to nonlinearly project multilead electrocardiogram (ECG) measurements into a specific type of single channel signal is presented. The functional is restricted to a family of timeinvariant quadratic functionals parameterized with lead-wise weights. This way, the projected signals are useful in multilead ECG delineation. The method determines the optimal weights in the sense of least beat-to-beat variability, eliminating much of the extra-cardiac influence, which in its turn results in a stable signal. According to the results obtained, the multilead approach is better than using any single lead alone as signal variability is reduced in 80 % of the cases even when using a suboptimal uniform weighting scheme. With the presented optimal lead scaling method, the variability is further reduced in all cases compared to individual leads, and in 92 % of cases, compared to the uniform weighting scheme. The results also show that there is no single set of weights suitable for all situations due to notable variation between the test cases.
Keywords :
cardiology; electrocardiography; medical signal processing; extra-cardiac influence elimination; lead-wise weights; least beat-to-beat variability; magnitude signal variability reduction; multichannel ECG; multilead ECG delineation; multilead electrocardiogram measurement; nonlinear projection; optimal anisotropic lead scaling method; signal stability; single-channel signal; suboptimal uniform weighting scheme; time-invariant quadratic functionals; Electrocardiography; Electrodes; Heart; Linear programming; Noise; Shape; Vectors; artifact elimination; delineation; noise reduction; segmentation; vectorcardiogram;
Conference_Titel :
Bioinformatics & Bioengineering (BIBE), 2012 IEEE 12th International Conference on
Conference_Location :
Larnaca
Print_ISBN :
978-1-4673-4357-2
DOI :
10.1109/BIBE.2012.6399673